{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-03T08:12:37.072433500Z",
     "start_time": "2025-09-03T08:12:37.069947900Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [],
   "source": [
    "# 导入必要的库\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 特征处理和转换\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler, MinMaxScaler\n",
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from imblearn.over_sampling import SMOTE"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:56:36.503168800Z",
     "start_time": "2024-11-01T06:56:36.481612Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [],
   "source": [
    "# 设置绘图风格\n",
    "%matplotlib inline\n",
    "sns.set(style='whitegrid', palette='muted')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:56:36.778813300Z",
     "start_time": "2024-11-01T06:56:36.750694500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 读取数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [],
   "source": [
    "# 读取训练数据和测试数据\n",
    "train_data = pd.read_csv('train.csv')\n",
    "test_data = pd.read_csv('test2.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:56:37.441587100Z",
     "start_time": "2024-11-01T06:56:37.403774400Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 分析数据得到数据集的基本信息\n",
    "* 训练集和测试集，没有缺失值\n",
    "* 训练集 1100行，31列\n",
    "* 测试集 350行，31列\n",
    "* Over18 变量的值都是Y，可以删除\n",
    "* StandardHours 变量的值都是80，可以删除\n",
    "* EmployeeNumber 是员工编号，通常是唯一标识每个员工的ID。可以删除"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 删除无用特征"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "# 删除Over18变量\n",
    "train_data = train_data.drop(['Over18','StandardHours','EmployeeNumber'], axis=1)\n",
    "test_data = test_data.drop(['Over18','StandardHours','EmployeeNumber'], axis=1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:56:38.897540600Z",
     "start_time": "2024-11-01T06:56:38.876541Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "X_train = train_data.drop('Attrition', axis=1)\n",
    "X_test = test_data.drop('Attrition', axis=1)\n",
    "y_train = train_data['Attrition']\n",
    "y_test = test_data['Attrition']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:56:39.521696900Z",
     "start_time": "2024-11-01T06:56:39.493611900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie([922, 178],\n",
    "        labels=['Stay (0)', 'Leave (1)'],\n",
    "        autopct='%1.1f%%',\n",
    "        colors=sns.color_palette('pastel'))\n",
    "\n",
    "plt.title('Employee Attrition Distribution')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T06:59:24.641639100Z",
     "start_time": "2024-11-01T06:59:24.598999Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yangp\\AppData\\Local\\Temp\\ipykernel_37416\\783423264.py:5: FutureWarning: \n",
      "\n",
      "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
      "This will become an error in seaborn v0.14.0; please update your code.\n",
      "\n",
      "  sns.kdeplot(X_train['DistanceFromHome'], shade=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "# 绘制密度图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.kdeplot(X_train['DistanceFromHome'], shade=True)\n",
    "plt.title('Density Plot of DistanceFromHome')\n",
    "plt.xlabel('DistanceFromHome')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-11-01T03:23:05.263334800Z",
     "start_time": "2024-11-01T03:23:05.052807900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 类别特征编码 以及 检测和处理偏态分布"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "# 1. 类别特征编码\n",
    "def fit_transform_features(df):\n",
    "    # 1. 类别特征编码\n",
    "    def encode_categorical(df):\n",
    "        # 无序特征用独热编码\n",
    "        nominal_features = ['BusinessTravel','Department','EducationField','Gender','JobRole','MaritalStatus','OverTime']\n",
    "        encoder = OneHotEncoder(handle_unknown='ignore', sparse_output=False)\n",
    "        # 新版本的写法\n",
    "        encoded = encoder.fit_transform(df[nominal_features])\n",
    "        encoded_df = pd.DataFrame(encoded, columns=encoder.get_feature_names_out(nominal_features), index=df.index)\n",
    "        df = df.drop(nominal_features, axis=1)\n",
    "        df = pd.concat([df, encoded_df], axis=1)\n",
    "        return df, encoder\n",
    "\n",
    "    # 2. 检测和处理偏态分布\n",
    "    def handle_skewness(df):\n",
    "        numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
    "        skewed_features = []\n",
    "        for col in numeric_cols:\n",
    "            skewness = df[col].skew()\n",
    "            if abs(skewness) > 0.5:  # 设定偏态阈值\n",
    "                df[col] = np.log1p(df[col])\n",
    "                skewed_features.append(col)\n",
    "        print(f\"进行对数变换的特征: {skewed_features}\")\n",
    "        return df, skewed_features\n",
    "\n",
    "    # 编码类别特征\n",
    "    df, encoder = encode_categorical(df)\n",
    "    # 处理偏态分布\n",
    "    df, skewed_features = handle_skewness(df)\n",
    "    return df, encoder, skewed_features\n",
    "\n",
    "def transform_features(df, encoder, skewed_features):\n",
    "    # 编码类别特征\n",
    "    nominal_features = ['BusinessTravel','Department','EducationField','Gender','JobRole','MaritalStatus','OverTime']\n",
    "    encoded = encoder.transform(df[nominal_features])\n",
    "    encoded_df = pd.DataFrame(encoded, columns=encoder.get_feature_names_out(nominal_features), index=df.index)\n",
    "    df = df.drop(nominal_features, axis=1)\n",
    "    df = pd.concat([df, encoded_df], axis=1)\n",
    "    # 处理偏态分布\n",
    "    for col in skewed_features:\n",
    "        df[col] = np.log1p(df[col])\n",
    "    return df\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:00:37.579589400Z",
     "start_time": "2024-10-31T10:00:37.567861900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 标准化"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "outputs": [],
   "source": [
    "def fit_scale_features(df):\n",
    "    numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
    "    scaler = StandardScaler()\n",
    "    df[numeric_cols] = scaler.fit_transform(df[numeric_cols])\n",
    "    return df, scaler, numeric_cols\n",
    "\n",
    "def scale_features(df, scaler, numeric_cols):\n",
    "    df[numeric_cols] = scaler.transform(df[numeric_cols])\n",
    "    return df\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:00:37.982038700Z",
     "start_time": "2024-10-31T10:00:37.960484800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 处理样本不均"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "outputs": [],
   "source": [
    "def handle_imbalance(X, y):\n",
    "    smote = SMOTE(random_state=42)\n",
    "    X_balanced, y_balanced = smote.fit_resample(X, y)\n",
    "    return X_balanced, y_balanced"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:00:38.371076800Z",
     "start_time": "2024-10-31T10:00:38.351016700Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 特征选择"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import RFECV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "def select_features_cv(X, y, step=1, cv=5):\n",
    "    estimator = LogisticRegression(max_iter=1000, random_state=42)\n",
    "    rfecv = RFECV(\n",
    "        estimator=estimator,\n",
    "        step=step,\n",
    "        cv=StratifiedKFold(cv),\n",
    "        scoring='accuracy',\n",
    "        n_jobs=-1\n",
    "    )\n",
    "    X_selected = rfecv.fit_transform(X, y)\n",
    "    print(X_selected)\n",
    "    selected_features = X.columns[rfecv.support_]\n",
    "    return X_selected, selected_features, rfecv\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:00:38.809384500Z",
     "start_time": "2024-10-31T10:00:38.786957200Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 训练集和数据集各自分别进行处理"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "进行对数变换的特征: ['DistanceFromHome', 'JobInvolvement', 'JobLevel', 'MonthlyIncome', 'NumCompaniesWorked', 'PercentSalaryHike', 'PerformanceRating', 'StockOptionLevel', 'TotalWorkingYears', 'TrainingTimesLastYear', 'WorkLifeBalance', 'YearsAtCompany', 'YearsInCurrentRole', 'YearsSinceLastPromotion', 'YearsWithCurrManager', 'BusinessTravel_Non-Travel', 'BusinessTravel_Travel_Frequently', 'BusinessTravel_Travel_Rarely', 'Department_Human Resources', 'Department_Research & Development', 'Department_Sales', 'EducationField_Human Resources', 'EducationField_Marketing', 'EducationField_Medical', 'EducationField_Other', 'EducationField_Technical Degree', 'JobRole_Healthcare Representative', 'JobRole_Human Resources', 'JobRole_Laboratory Technician', 'JobRole_Manager', 'JobRole_Manufacturing Director', 'JobRole_Research Director', 'JobRole_Research Scientist', 'JobRole_Sales Executive', 'JobRole_Sales Representative', 'MaritalStatus_Divorced', 'MaritalStatus_Single', 'OverTime_No', 'OverTime_Yes']\n",
      "[[ 1.00639738e-04 -1.53664777e+00  1.05431261e+00 ... -7.00367693e-01\n",
      "   6.20798219e-01 -6.20798219e-01]\n",
      " [ 1.88206373e+00 -1.53664777e+00  1.05431261e+00 ... -7.00367693e-01\n",
      "   6.20798219e-01 -6.20798219e-01]\n",
      " [-3.32010494e-01  8.45356640e-02  7.56257988e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]\n",
      " ...\n",
      " [ 2.28382520e-01  2.02362546e-01  7.56257988e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]\n",
      " [-5.40167942e-01 -7.26056053e-01  7.56257988e-02 ...  1.42782143e+00\n",
      "  -6.28565791e-01  6.28565791e-01]\n",
      " [-8.85529050e-01  5.68167049e-01 -3.77490556e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]]\n"
     ]
    }
   ],
   "source": [
    "# 在训练集上进行特征转换\n",
    "# 1. 特征编码和处理偏态分布\n",
    "X_train, encoder, skewed_features = fit_transform_features(X_train)\n",
    "\n",
    "# 2. 标准化数值特征\n",
    "X_train, scaler, numeric_cols = fit_scale_features(X_train)\n",
    "\n",
    "# 3. 处理类别不平衡（SMOTE）\n",
    "X_train_balanced, y_train_balanced = handle_imbalance(X_train, y_train)\n",
    "\n",
    "# 4. 特征选择\n",
    "X_train_selected, selected_features, rfecv = select_features_cv(X_train_balanced, y_train_balanced)\n",
    "\n",
    "# 在测试集上应用相同的转换\n",
    "# 1. 特征编码和处理偏态分布\n",
    "X_test = transform_features(X_test, encoder, skewed_features)\n",
    "\n",
    "# 2. 标准化数值特征\n",
    "X_test = scale_features(X_test, scaler, numeric_cols)\n",
    "\n",
    "# 3. 特征选择\n",
    "X_test_selected = X_test[selected_features]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:00:41.692600800Z",
     "start_time": "2024-10-31T10:00:39.185466100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用逻辑回归进行预测\n",
    "* AUC Score: 0.8797"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.79      0.87       297\n",
      "           1       0.41      0.79      0.54        53\n",
      "\n",
      "    accuracy                           0.79       350\n",
      "   macro avg       0.68      0.79      0.70       350\n",
      "weighted avg       0.87      0.79      0.82       350\n",
      "\n",
      "混淆矩阵：\n",
      " [[236  61]\n",
      " [ 11  42]]\n",
      "ROC AUC Score: 0.8797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\conda_envs\\groupproject\\lib\\site-packages\\sklearn\\base.py:486: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n",
      "  warnings.warn(\n",
      "E:\\conda_envs\\groupproject\\lib\\site-packages\\sklearn\\base.py:486: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# 初始化逻辑回归模型\n",
    "model = LogisticRegression(max_iter=1000, random_state=42)\n",
    "\n",
    "# 在训练集上训练模型\n",
    "model.fit(X_train_selected, y_train_balanced)\n",
    "\n",
    "# 使用训练好的模型在测试集上进行预测\n",
    "y_pred = model.predict(X_test_selected)\n",
    "\n",
    "# 导入评估指标\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 打印分类报告\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(\"混淆矩阵：\\n\", cm)\n",
    "\n",
    "# 如果需要，计算 ROC AUC 分数\n",
    "y_pred_proba = model.predict_proba(X_test_selected)[:, 1]\n",
    "roc_auc = roc_auc_score(y_test, y_pred_proba)\n",
    "print(f\"ROC AUC Score: {roc_auc:.4f}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:17:43.226127Z",
     "start_time": "2024-10-31T10:17:43.169470400Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用xgboost进行预测\n",
    "* AUC Score: 0.8459"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.96      0.93       297\n",
      "           1       0.65      0.42      0.51        53\n",
      "\n",
      "    accuracy                           0.88       350\n",
      "   macro avg       0.77      0.69      0.72       350\n",
      "weighted avg       0.86      0.88      0.87       350\n",
      "\n",
      "混淆矩阵：\n",
      " [[285  12]\n",
      " [ 31  22]]\n",
      "ROC AUC Score: 0.8459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\conda_envs\\groupproject\\lib\\site-packages\\xgboost\\core.py:158: UserWarning: [21:13:46] WARNING: C:\\buildkite-agent\\builds\\buildkite-windows-cpu-autoscaling-group-i-0ed59c031377d09b8-1\\xgboost\\xgboost-ci-windows\\src\\learner.cc:740: \n",
      "Parameters: { \"use_label_encoder\" } are not used.\n",
      "\n",
      "  warnings.warn(smsg, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "from xgboost import XGBClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 初始化 XGBoost 模型\n",
    "model = XGBClassifier(\n",
    "    n_estimators=100,        # 树的数量\n",
    "    learning_rate=0.1,       # 学习率\n",
    "    max_depth=6,             # 树的最大深度\n",
    "    random_state=42,         # 随机种子\n",
    "    use_label_encoder=False, # 新版本中不需要 label encoder\n",
    "    eval_metric='logloss'    # 评估指标\n",
    ")\n",
    "\n",
    "# 在训练集上训练模型\n",
    "model.fit(X_train_selected, y_train_balanced)\n",
    "\n",
    "# 使用训练好的模型在测试集上进行预测\n",
    "y_pred = model.predict(X_test_selected)\n",
    "\n",
    "# 打印分类报告\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(\"混淆矩阵：\\n\", cm)\n",
    "\n",
    "# 计算 ROC AUC 分数\n",
    "y_pred_proba = model.predict_proba(X_test_selected)[:, 1]\n",
    "roc_auc = roc_auc_score(y_test, y_pred_proba)\n",
    "print(f\"ROC AUC Score: {roc_auc:.4f}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T13:13:46.983248300Z",
     "start_time": "2024-10-31T13:13:46.544488900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:17:04.259283500Z",
     "start_time": "2024-10-31T10:17:04.244283900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T10:17:05.567748Z",
     "start_time": "2024-10-31T10:17:05.558352100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x1000 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型变量的分布\n",
    "numerical_cols = train_data.select_dtypes(include=['int64', 'float64']).columns.drop('EmployeeNumber')\n",
    "corr_matrix = train_data[numerical_cols].corr()\n",
    "plt.figure(figsize=(12,10))\n",
    "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-31T03:08:54.982878300Z",
     "start_time": "2024-10-31T03:08:54.380451400Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
